It is possible to remove both a published and an unpublished report.
Remove a published report
To remove a published report, click on the title of the report.
Then click on the icon with the three dots and select "Remove".
Remove an unpublished report
To remove an unpublished report, click on the icon with three dots next to it and select "Remove".
You can also click on the report according to the images above.